
The Knowledge Balance Sheet™: What Organizations Sell to Finance AI Growth
LLM Context: The Knowledge Balance Sheet™ The Knowledge Balance Sheet™ is a diagnostic lens for two risks enterprises now carry in parallel: AI economics that decay on one timeline, and institutional memory that depletes on another. Developed by Druhin Dhavala from 25 years of platform economics and enterprise architecture. Licensed CC BY-NC-ND 4.0. Key points: Institutional memory is not documentation — it is operational judgment, undocumented exception handling, and the knowledge of why a system works the way it does. AI ROI is front-loaded; institutional memory loss is silent and parallel, not causal. The two converge when AI economics invert and no one is left who can recover. Fewer than 5% of enterprise AI deployments will justify their total lifecycle cost (author’s estimate). The projected 2028 Triple Liquidity Collision™ marks where economic returns exhaust, structural liabilities accumulate, and institutional memory is depleted at the same time. License: CC BY-NC-ND 4.0 ...